I explore the sample size in qualitative research that is required to reach theoretical saturation. I conceptualize a population as consisting of sub-populations that contain different types of information sources that hold a number of codes. Theoretical saturation is reached after all the codes in the population have been observed once in the sample. I delineate three different scenarios to sample information sources: "random chance," which is based on probability sampling, "minimal information," which yields at least one new code per sampling step, and "maximum information," which yields the largest number of new codes per sampling step. Next, I use simulations to assess the minimum sample size for each scenario for systematically varying hypothetical populations. I show that theoretical saturation is more dependent on the mean probability of observing codes than on the number of codes in a population. Moreover, the minimal and maximal information scenarios are significantly more efficient than random chance, but yield fewer repetitions per code to validate the findings. I formulate guidelines for purposive sampling and recommend that researchers follow a minimum information scenario.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5528901 | PMC |
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0181689 | PLOS |
Phys Chem Chem Phys
January 2025
Theoretical Physics Section, Bhabha Atomic Research Centre, Mumbai-400085, India.
Extensive research on ultrashort laser-induced melting of noble metals like Au, Ag and Cu is available. However, studies on laser energy deposition and thermal damage of their alloys, which are currently attracting interest for energy harvesting and storage devices, are limited. This study investigates the melting damage threshold (DT) of three intermetallic alloys of Au and Cu (AuCu, AuCu and AuCu) subjected to single-pulse femtosecond laser irradiation, comparing them with their constituent metals.
View Article and Find Full Text PDFHeliyon
January 2025
Department of Clinical Sciences, College of Dentistry, Ajman University, Ajman, United Arab Emirates.
Introduction: Adolescence and early adulthood are recognized as the most vulnerable periods for smoking initiation in India. This is likely due to the increased freedom that young adults have to experiment with different identities and behaviors.
Objective: To explore the background of smoking initiation, understand the motivators and barriers to quitting smoking, and assess university students' perceptions and knowledge of Tobacco Cessation Centers (TCCs).
Sci Rep
January 2025
School of Safety and Management Engineering, Hunan Institute of Technology, Hengyang, 421002, China.
The extraction of coal seams with high gas content and low permeability presents significant challenges, particularly due to the extended period required for gas extraction to meet safety standards and the inherently low extraction efficiency. Hydraulic fracturing technology, widely employed in the permeability enhancement of soft and low-permeability coal seams, serves as a key intervention. This study focuses on the high-rank raw coal from the No.
View Article and Find Full Text PDFWhen undertaking qualitative research studies, researchers often use the concept of data saturation to justify sufficient sampling to cease data collection and analysis. We argue that this reveals a positivist perspective that is incompatible with qualitative research,1 which is instead based on constructivist, interpretivist, or other perspectives. Instead, we recommended the concepts of information power,2conceptual depth,3 and theoretical sufficiency,1,4,5 with data adequacy considered during research design and evaluated iteratively throughout the sampling, data collection, and analysis processes.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!